Pandas Profiling Report

Dataset statistics

Number of variables	27
Number of observations	160359
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	33.0 MiB
Average record size in memory	216.0 B

Variable types

NUM	23
CAT	3
BOOL	1

Reproduction

Analysis started	2020-07-21 22:56:18.338108
Analysis finished	2020-07-21 22:58:53.592348
Duration	2 minutes and 35.25 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`op_setting_2` is highly correlated with `op_setting_1` and 10 other fields	High correlation
`op_setting_1` is highly correlated with `op_setting_2` and 10 other fields	High correlation
`s1` is highly correlated with `op_setting_1` and 13 other fields	High correlation
`s2` is highly correlated with `op_setting_1` and 13 other fields	High correlation
`s3` is highly correlated with `s1` and 15 other fields	High correlation
`s4` is highly correlated with `op_setting_1` and 15 other fields	High correlation
`s5` is highly correlated with `op_setting_1` and 13 other fields	High correlation
`s6` is highly correlated with `op_setting_1` and 14 other fields	High correlation
`s7` is highly correlated with `op_setting_1` and 14 other fields	High correlation
`s8` is highly correlated with `s3` and 6 other fields	High correlation
`s9` is highly correlated with `s1` and 15 other fields	High correlation
`s10` is highly correlated with `op_setting_2` and 14 other fields	High correlation
`s11` is highly correlated with `s2` and 8 other fields	High correlation
`s12` is highly correlated with `op_setting_1` and 14 other fields	High correlation
`s13` is highly correlated with `op_setting_3` and 2 other fields	High correlation
`op_setting_3` is highly correlated with `s13` and 2 other fields	High correlation
`s14` is highly correlated with `op_setting_3` and 5 other fields	High correlation
`s15` is highly correlated with `s3` and 6 other fields	High correlation
`s16` is highly correlated with `op_setting_1` and 8 other fields	High correlation
`s17` is highly correlated with `s1` and 15 other fields	High correlation
`s18` is highly correlated with `s3` and 6 other fields	High correlation
`s19` is highly correlated with `op_setting_3` and 2 other fields	High correlation
`s20` is highly correlated with `op_setting_1` and 14 other fields	High correlation
`s21` is highly correlated with `op_setting_1` and 14 other fields	High correlation
`s19` is highly correlated with `op_setting_3`	High correlation
`op_setting_3` is highly correlated with `s19`	High correlation
`op_setting_2` has 13484 (8.4%) zeros	Zeros

unit_number
Real number (ℝ_≥0)

Distinct count	260
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	105.55375750659458
Minimum	1
Maximum	260
Zeros	0
Zeros (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	1
5-th percentile	9
Q1	44
median	89
Q3	164
95-th percentile	237
Maximum	260
Range	259
Interquartile range (IQR)	120

Descriptive statistics

Standard deviation	72.86732493
Coefficient of variation (CV)	0.6903337849
Kurtosis	-0.988565947
Mean	105.5537575
Median Absolute Deviation (MAD)	56
Skewness	0.4458773893
Sum	16926495
Variance	5309.647042

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
96	1305	0.8%
88	1288	0.8%
10	1241	0.8%
55	1221	0.8%
94	1205	0.8%
18	1194	0.7%
9	1140	0.7%
34	1135	0.7%
71	1123	0.7%
2	1108	0.7%
Other values (250)	148399	92.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	921	0.6%
2	1108	0.7%
3	914	0.6%
4	970	0.6%
5	829	0.5%

Value	Count	Frequency (%)
260	316	0.2%
259	205	0.1%
258	143	0.1%
257	309	0.2%
256	163	0.1%

cycle_time
Real number (ℝ_≥0)

Distinct count	543
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	123.33133781078705
Minimum	1
Maximum	543
Zeros	0
Zeros (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	1
5-th percentile	12
Q1	57
median	114
Q3	173
95-th percentile	276
Maximum	543
Range	542
Interquartile range (IQR)	116

Descriptive statistics

Standard deviation	83.53814553
Coefficient of variation (CV)	0.6773472745
Kurtosis	0.8325328473
Mean	123.3313378
Median Absolute Deviation (MAD)	58
Skewness	0.8471574213
Sum	19777290
Variance	6978.621759

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
60	709	0.4%
64	709	0.4%
74	709	0.4%
73	709	0.4%
72	709	0.4%
71	709	0.4%
70	709	0.4%
69	709	0.4%
68	709	0.4%
67	709	0.4%
Other values (533)	153269	95.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	709	0.4%
2	709	0.4%
3	709	0.4%
4	709	0.4%
5	709	0.4%

Value	Count	Frequency (%)
543	1	< 0.1%
542	1	< 0.1%
541	1	< 0.1%
540	1	< 0.1%
539	1	< 0.1%

op_setting_1
Real number (ℝ)

HIGH CORRELATION

Distinct count	670
Unique (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	17.21197310783928
Minimum	-0.0087
Maximum	42.008
Zeros	1133
Zeros (%)	0.7%
Memory size	1.2 MiB

Quantile statistics

Minimum	-0.0087
5-th percentile	-0.002
Q1	0.0013
median	19.9981
Q3	35.0015
95-th percentile	42.0052
Maximum	42.008
Range	42.0167
Interquartile range (IQR)	35.0002

Descriptive statistics

Standard deviation	16.52798837
Coefficient of variation (CV)	0.9602611081
Kurtosis	-1.476667288
Mean	17.21197311
Median Absolute Deviation (MAD)	19.9959
Skewness	0.3026356858
Sum	2760094.796
Variance	273.1743996

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.0004	1465	0.9%
0.0002	1441	0.9%
0.0001	1414	0.9%
0.0005	1410	0.9%
0.0006	1409	0.9%
0.0007	1383	0.9%
0.0003	1373	0.9%
0.0009	1339	0.8%
0.0008	1312	0.8%
0.001	1290	0.8%
Other values (660)	146523	91.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.0087	1	< 0.1%
-0.0086	2	< 0.1%
-0.0085	1	< 0.1%
-0.0084	1	< 0.1%
-0.0082	2	< 0.1%

Value	Count	Frequency (%)
42.008	139	0.1%
42.0079	306	0.2%
42.0078	295	0.2%
42.0077	299	0.2%
42.0076	287	0.2%

op_setting_2
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct count	111
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.41000366053667087
Minimum	-0.0006
Maximum	0.8420000000000001
Zeros	13484
Zeros (%)	8.4%
Memory size	1.2 MiB

Quantile statistics

Minimum	-0.0006
5-th percentile	-0.0003
Q1	0.0002
median	0.62
Q3	0.84
95-th percentile	0.8413
Maximum	0.842
Range	0.8426
Interquartile range (IQR)	0.8398

Descriptive statistics

Standard deviation	0.367938243
Coefficient of variation (CV)	0.8974023366
Kurtosis	-1.803435447
Mean	0.4100036605
Median Absolute Deviation (MAD)	0.222
Skewness	-0.01587502946
Sum	65747.777
Variance	0.1353785506

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.84	23617	14.7%
0	13484	8.4%
0.25	8824	5.5%
0.62	8811	5.5%
0.7	8731	5.4%
0.0003	4963	3.1%
0.0001	4956	3.1%
0.0002	4947	3.1%
0.0004	4891	3.1%
-0.0003	4610	2.9%
Other values (101)	72525	45.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.0006	62	< 0.1%
-0.0005	2105	1.3%
-0.0004	4465	2.8%
-0.0003	4610	2.9%
-0.0002	4580	2.9%

Value	Count	Frequency (%)
0.842	589	0.4%
0.8419	1086	0.7%
0.8418	1146	0.7%
0.8417	1079	0.7%
0.8416	1175	0.7%

op_setting_3
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

100	143218
60	17141

Common Values
Length

Value	Count	Frequency (%)
100	143218	89.3%
60	17141	10.7%

Length

Max length	5
Median length	5
Mean length	4.893108588
Min length	4

s1
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	6
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	485.8408900030557
Minimum	445.0
Maximum	518.67
Zeros	0
Zeros (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	445
5-th percentile	445
Q1	449.44
median	489.05
Q3	518.67
95-th percentile	518.67
Maximum	518.67
Range	73.67
Interquartile range (IQR)	69.23

Descriptive statistics

Standard deviation	30.42038815
Coefficient of variation (CV)	0.06261389021
Kurtosis	-1.628882978
Mean	485.84089
Median Absolute Deviation (MAD)	29.62
Skewness	-0.1755897193
Sum	77908959.28
Variance	925.4000151

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
518.67	62633	39.1%
445	28853	18.0%
489.05	17320	10.8%
491.19	17213	10.7%
449.44	17199	10.7%
462.54	17141	10.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
445	28853	18.0%
449.44	17199	10.7%
462.54	17141	10.7%
489.05	17320	10.8%
491.19	17213	10.7%

Value	Count	Frequency (%)
518.67	62633	39.1%
491.19	17213	10.7%
489.05	17320	10.8%
462.54	17141	10.7%
449.44	17199	10.7%

s2
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	1799
Unique (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	597.3610217699038
Minimum	535.48
Maximum	645.11
Zeros	0
Zeros (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	535.48
5-th percentile	536.76
Q1	549.96
median	605.93
Q3	642.34
95-th percentile	643.18
Maximum	645.11
Range	109.63
Interquartile range (IQR)	92.38

Descriptive statistics

Standard deviation	42.47851647
Coefficient of variation (CV)	0.07111029163
Kurtosis	-1.668798013
Mean	597.3610218
Median Absolute Deviation (MAD)	36.94
Skewness	-0.1943949434
Sum	95792216.09
Variance	1804.424361

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
642.53	508	0.3%
642.39	507	0.3%
642.5	505	0.3%
642.37	504	0.3%
642.49	493	0.3%
642.44	493	0.3%
642.45	493	0.3%
642.3	491	0.3%
642.56	490	0.3%
642.27	487	0.3%
Other values (1789)	155388	96.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
535.48	2	< 0.1%
535.51	1	< 0.1%
535.53	1	< 0.1%
535.56	1	< 0.1%
535.58	1	< 0.1%

Value	Count	Frequency (%)
645.11	1	< 0.1%
644.71	1	< 0.1%
644.53	2	< 0.1%
644.52	1	< 0.1%
644.5	1	< 0.1%

s3
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	15377
Unique (%)	9.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1467.0356527541328
Minimum	1242.67
Maximum	1616.91
Zeros	0
Zeros (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	1242.67
5-th percentile	1261.009
Q1	1357.36
median	1492.81
Q3	1586.59
95-th percentile	1596.99
Maximum	1616.91
Range	374.24
Interquartile range (IQR)	229.23

Descriptive statistics

Standard deviation	118.1752606
Coefficient of variation (CV)	0.08055377545
Kurtosis	-1.348230086
Mean	1467.035653
Median Absolute Deviation (MAD)	100.22
Skewness	-0.3533425157
Sum	235252370.2
Variance	13965.39221

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1589.06	61	< 0.1%
1590.1	57	< 0.1%
1585.93	55	< 0.1%
1589.55	54	< 0.1%
1586.49	53	< 0.1%
1587.86	53	< 0.1%
1589.57	52	< 0.1%
1588.28	52	< 0.1%
1586.23	51	< 0.1%
1587.15	51	< 0.1%
Other values (15367)	159820	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1242.67	1	< 0.1%
1242.98	1	< 0.1%
1243.28	1	< 0.1%
1243.51	1	< 0.1%
1243.62	1	< 0.1%

Value	Count	Frequency (%)
1616.91	1	< 0.1%
1615.39	2	< 0.1%
1615.01	1	< 0.1%
1614.93	1	< 0.1%
1614.72	1	< 0.1%

s4
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	20582
Unique (%)	12.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1260.9564343130103
Minimum	1023.77
Maximum	1441.49
Zeros	0
Zeros (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	1023.77
5-th percentile	1047.35
Q1	1126.83
median	1271.74
Q3	1402.2
95-th percentile	1418.41
Maximum	1441.49
Range	417.72
Interquartile range (IQR)	275.37

Descriptive statistics

Standard deviation	136.3000728
Coefficient of variation (CV)	0.1080926105
Kurtosis	-1.567224122
Mean	1260.956434
Median Absolute Deviation (MAD)	136.35
Skewness	-0.1917854736
Sum	202205712.9
Variance	18577.70984

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1401.99	41	< 0.1%
1408.61	39	< 0.1%
1406.56	39	< 0.1%
1402.89	39	< 0.1%
1398.67	39	< 0.1%
1403.72	39	< 0.1%
1403.75	38	< 0.1%
1402.96	38	< 0.1%
1401.08	38	< 0.1%
1398.12	38	< 0.1%
Other values (20572)	159971	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1023.77	1	< 0.1%
1024.42	1	< 0.1%
1025.52	1	< 0.1%
1025.75	1	< 0.1%
1025.96	1	< 0.1%

Value	Count	Frequency (%)
1441.49	1	< 0.1%
1441.16	1	< 0.1%
1440.77	1	< 0.1%
1439.98	1	< 0.1%
1439.48	1	< 0.1%

s5
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	6
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.894999407579244
Minimum	3.91
Maximum	14.62
Zeros	0
Zeros (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	3.91
5-th percentile	3.91
Q1	5.48
median	9.35
Q3	14.62
95-th percentile	14.62
Maximum	14.62
Range	10.71
Interquartile range (IQR)	9.14

Descriptive statistics

Standard deviation	4.265554481
Coefficient of variation (CV)	0.4310818329
Kurtosis	-1.57026665
Mean	9.894999408
Median Absolute Deviation (MAD)	5.27
Skewness	-0.1166639033
Sum	1586752.21
Variance	18.19495503

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
14.62	62633	39.1%
3.91	28853	18.0%
10.52	17320	10.8%
9.35	17213	10.7%
5.48	17199	10.7%
7.05	17141	10.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3.91	28853	18.0%
5.48	17199	10.7%
7.05	17141	10.7%
9.35	17213	10.7%
10.52	17320	10.8%

Value	Count	Frequency (%)
14.62	62633	39.1%
10.52	17320	10.8%
9.35	17213	10.7%
7.05	17141	10.7%
5.48	17199	10.7%

s6
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	56
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	14.424935301417445
Minimum	5.67
Maximum	21.61
Zeros	0
Zeros (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	5.67
5-th percentile	5.71
Q1	8
median	13.66
Q3	21.61
95-th percentile	21.61
Maximum	21.61
Range	15.94
Interquartile range (IQR)	13.61

Descriptive statistics

Standard deviation	6.443922376
Coefficient of variation (CV)	0.4467210592
Kurtosis	-1.638001397
Mean	14.4249353
Median Absolute Deviation (MAD)	7.93
Skewness	-0.0742543589
Sum	2313168.2
Variance	41.52413559

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
21.61	45423	28.3%
8	12991	8.1%
5.72	12532	7.8%
5.71	11336	7.1%
9.03	9894	6.2%
15.49	9219	5.7%
13.66	8570	5.3%
21.6	5450	3.4%
13.65	4924	3.1%
15.5	4259	2.7%
Other values (46)	35761	22.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5.67	4	< 0.1%
5.68	195	0.1%
5.69	2319	1.4%
5.7	2467	1.5%
5.71	11336	7.1%

Value	Count	Frequency (%)
21.61	45423	28.3%
21.6	5450	3.4%
21.59	2659	1.7%
21.58	4028	2.5%
21.57	3880	2.4%

s7
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	6311
Unique (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	359.7299676351188
Minimum	136.17
Maximum	570.81
Zeros	0
Zeros (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	136.17
5-th percentile	138.37
Q1	175.71
median	341.69
Q3	553.29
95-th percentile	556.26
Maximum	570.81
Range	434.64
Interquartile range (IQR)	377.58

Descriptive statistics

Standard deviation	174.133835
Coefficient of variation (CV)	0.4840681919
Kurtosis	-1.703357546
Mean	359.7299676
Median Absolute Deviation (MAD)	202.86
Skewness	-0.03923754329
Sum	57685937.88
Variance	30322.5925

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
138.61	258	0.2%
553.76	257	0.2%
553.58	255	0.2%
553.9	252	0.2%
553.72	247	0.2%
553.62	247	0.2%
553.54	244	0.2%
553.91	243	0.2%
553.47	239	0.1%
553.56	239	0.1%
Other values (6301)	157878	98.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
136.17	1	< 0.1%
136.31	1	< 0.1%
136.38	1	< 0.1%
136.43	1	< 0.1%
136.45	1	< 0.1%

Value	Count	Frequency (%)
570.81	1	< 0.1%
570.49	1	< 0.1%
570.23	1	< 0.1%
570.22	1	< 0.1%
570	1	< 0.1%

s8
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	1163
Unique (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2273.829706969986
Minimum	1914.72
Maximum	2388.64
Zeros	0
Zeros (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	1914.72
5-th percentile	1915.36
Q1	2212.12
median	2319.37
Q3	2388.05
95-th percentile	2388.19
Maximum	2388.64
Range	473.92
Interquartile range (IQR)	175.93

Descriptive statistics

Standard deviation	142.4266133
Coefficient of variation (CV)	0.0626373263
Kurtosis	1.459525482
Mean	2273.829707
Median Absolute Deviation (MAD)	68.77
Skewness	-1.513315638
Sum	364629058
Variance	20285.34018

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2388.08	2949	1.8%
2388.09	2944	1.8%
2388.07	2935	1.8%
2388.1	2857	1.8%
2388.06	2841	1.8%
2388.05	2822	1.8%
2388.11	2788	1.7%
2388.04	2688	1.7%
2388.12	2686	1.7%
2388.13	2535	1.6%
Other values (1153)	132314	82.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1914.72	1	< 0.1%
1914.77	1	< 0.1%
1914.78	1	< 0.1%
1914.79	2	< 0.1%
1914.8	2	< 0.1%

Value	Count	Frequency (%)
2388.64	1	< 0.1%
2388.6	5	< 0.1%
2388.59	9	< 0.1%
2388.58	6	< 0.1%
2388.57	5	< 0.1%

s9
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	34161
Unique (%)	21.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	8677.553696019555
Minimum	7984.51
Maximum	9244.59
Zeros	0
Zeros (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	7984.51
5-th percentile	8011.48
Q1	8334.77
median	8764.2
Q3	9055.85
95-th percentile	9081.91
Maximum	9244.59
Range	1260.08
Interquartile range (IQR)	721.08

Descriptive statistics

Standard deviation	374.6574536
Coefficient of variation (CV)	0.04317546935
Kurtosis	-1.300061206
Mean	8677.553696
Median Absolute Deviation (MAD)	304.12
Skewness	-0.3722038082
Sum	1391523833
Variance	140368.2076

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
9063.22	37	< 0.1%
9058.88	35	< 0.1%
9057.55	34	< 0.1%
9055.79	33	< 0.1%
9052.98	33	< 0.1%
9064.48	33	< 0.1%
9056.38	33	< 0.1%
9061.31	32	< 0.1%
9057.02	32	< 0.1%
9064.79	32	< 0.1%
Other values (34151)	160025	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
7984.51	1	< 0.1%
7984.59	1	< 0.1%
7985.18	1	< 0.1%
7985.56	1	< 0.1%
7986.72	1	< 0.1%

Value	Count	Frequency (%)
9244.59	1	< 0.1%
9239.76	1	< 0.1%
9234.35	1	< 0.1%
9228.91	1	< 0.1%
9228.53	1	< 0.1%

s10
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	21
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.1537048123273403
Minimum	0.93
Maximum	1.32
Zeros	0
Zeros (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0.93
5-th percentile	0.94
Q1	1.02
median	1.09
Q3	1.3
95-th percentile	1.3
Maximum	1.32
Range	0.39
Interquartile range (IQR)	0.28

Descriptive statistics

Standard deviation	0.1421029466
Coefficient of variation (CV)	0.123170975
Kurtosis	-1.744087099
Mean	1.153704812
Median Absolute Deviation (MAD)	0.16
Skewness	-0.1343680262
Sum	185006.95
Variance	0.02019324743

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1.3	58624	36.6%
1.02	38930	24.3%
0.94	16770	10.5%
1.26	16383	10.2%
1.08	12257	7.6%
1.03	4651	2.9%
1.07	4325	2.7%
1.31	3778	2.4%
1.04	1227	0.8%
1.01	794	0.5%
Other values (11)	2620	1.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.93	347	0.2%
0.94	16770	10.5%
0.95	24	< 0.1%
1.01	794	0.5%
1.02	38930	24.3%

Value	Count	Frequency (%)
1.32	215	0.1%
1.31	3778	2.4%
1.3	58624	36.6%
1.29	16	< 0.1%
1.28	5	< 0.1%

s11
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	771
Unique (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	44.21204940165503
Minimum	36.04
Maximum	48.53
Zeros	0
Zeros (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	36.04
5-th percentile	36.71
Q1	42.01
median	44.93
Q3	47.34
95-th percentile	47.83
Maximum	48.53
Range	12.49
Interquartile range (IQR)	5.33

Descriptive statistics

Standard deviation	3.426342183
Coefficient of variation (CV)	0.07749792713
Kurtosis	-0.1772750161
Mean	44.2120494
Median Absolute Deviation (MAD)	2.61
Skewness	-0.8376560865
Sum	7089800.03
Variance	11.73982075

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
47.34	902	0.6%
47.38	878	0.5%
47.45	878	0.5%
47.3	864	0.5%
47.48	853	0.5%
47.43	847	0.5%
47.36	847	0.5%
47.29	843	0.5%
47.37	843	0.5%
47.28	842	0.5%
Other values (761)	151762	94.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
36.04	1	< 0.1%
36.07	1	< 0.1%
36.08	1	< 0.1%
36.1	2	< 0.1%
36.11	2	< 0.1%

Value	Count	Frequency (%)
48.53	1	< 0.1%
48.52	1	< 0.1%
48.51	1	< 0.1%
48.48	1	< 0.1%
48.44	2	< 0.1%

s12
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	5982
Unique (%)	3.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	338.789820590051
Minimum	128.31
Maximum	537.49
Zeros	0
Zeros (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	128.31
5-th percentile	130.35
Q1	164.79
median	321.69
Q3	521.34
95-th percentile	524.05
Maximum	537.49
Range	409.18
Interquartile range (IQR)	356.55

Descriptive statistics

Standard deviation	164.1934804
Coefficient of variation (CV)	0.4846470303
Kurtosis	-1.703998573
Mean	338.7898206
Median Absolute Deviation (MAD)	190.99
Skewness	-0.03864897321
Sum	54327996.84
Variance	26959.49902

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
521.69	302	0.2%
130.56	301	0.2%
130.57	299	0.2%
521.46	295	0.2%
130.65	294	0.2%
521.42	288	0.2%
130.52	288	0.2%
130.54	283	0.2%
521.73	283	0.2%
521.66	283	0.2%
Other values (5972)	157443	98.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
128.31	1	< 0.1%
128.45	1	< 0.1%
128.46	1	< 0.1%
128.54	2	< 0.1%
128.56	1	< 0.1%

Value	Count	Frequency (%)
537.49	1	< 0.1%
537.4	1	< 0.1%
537.35	1	< 0.1%
537.3	1	< 0.1%
537.11	1	< 0.1%

s13
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	567
Unique (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2349.6452429860497
Minimum	2027.57
Maximum	2390.49
Zeros	0
Zeros (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	2027.57
5-th percentile	2028.25
Q1	2387.97
median	2388.07
Q3	2388.16
95-th percentile	2388.4
Maximum	2390.49
Range	362.92
Interquartile range (IQR)	0.19

Descriptive statistics

Standard deviation	111.1672423
Coefficient of variation (CV)	0.04731235178
Kurtosis	4.475126672
Mean	2349.645243
Median Absolute Deviation (MAD)	0.09
Skewness	-2.544608793
Sum	376786761.5
Variance	12358.15576

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2388.09	5257	3.3%
2388.1	5232	3.3%
2388.07	5205	3.2%
2388.08	5143	3.2%
2388.11	5031	3.1%
2388.06	5028	3.1%
2388.05	4934	3.1%
2388.12	4913	3.1%
2388.04	4656	2.9%
2388.13	4483	2.8%
Other values (557)	110477	68.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2027.57	1	< 0.1%
2027.6	1	< 0.1%
2027.61	2	< 0.1%
2027.64	1	< 0.1%
2027.65	1	< 0.1%

Value	Count	Frequency (%)
2390.49	1	< 0.1%
2390.48	1	< 0.1%
2390.39	1	< 0.1%
2390.38	1	< 0.1%
2390.32	1	< 0.1%

s14
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	20090
Unique (%)	12.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	8088.950972443079
Minimum	7845.78
Maximum	8293.72
Zeros	0
Zeros (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	7845.78
5-th percentile	7875.22
Q1	8070.53
median	8118.59
Q3	8139.41
95-th percentile	8162.051
Maximum	8293.72
Range	447.94
Interquartile range (IQR)	68.88

Descriptive statistics

Standard deviation	80.62325701
Coefficient of variation (CV)	0.009967084395
Kurtosis	2.28395995
Mean	8088.950972
Median Absolute Deviation (MAD)	31.04
Skewness	-1.733426856
Sum	1297136089
Variance	6500.109571

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
8140.01	49	< 0.1%
8138.89	48	< 0.1%
8138.76	46	< 0.1%
8140.6	45	< 0.1%
8143.61	44	< 0.1%
8138.31	43	< 0.1%
8141	43	< 0.1%
8137.48	42	< 0.1%
8142.44	42	< 0.1%
8135.85	42	< 0.1%
Other values (20080)	159915	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
7845.78	1	< 0.1%
7848.36	1	< 0.1%
7848.43	1	< 0.1%
7849.26	1	< 0.1%
7849.79	1	< 0.1%

Value	Count	Frequency (%)
8293.72	1	< 0.1%
8290.55	1	< 0.1%
8290.25	1	< 0.1%
8289.63	1	< 0.1%
8288.26	1	< 0.1%

s15
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	13124
Unique (%)	8.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.054746851751382
Minimum	8.1563
Maximum	11.0669
Zeros	0
Zeros (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	8.1563
5-th percentile	8.3584
Q1	8.43925
median	9.0301
Q3	9.3442
95-th percentile	10.8963
Maximum	11.0669
Range	2.9106
Interquartile range (IQR)	0.90495

Descriptive statistics

Standard deviation	0.7515810269
Coefficient of variation (CV)	0.08300409047
Kurtosis	1.038994429
Mean	9.054746852
Median Absolute Deviation (MAD)	0.4945
Skewness	1.312525089
Sum	1452010.15
Variance	0.56487404

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
8.4303	75	< 0.1%
8.4468	75	< 0.1%
8.4128	74	< 0.1%
8.4136	72	< 0.1%
8.4309	72	< 0.1%
8.4318	71	< 0.1%
8.4391	71	< 0.1%
8.4382	71	< 0.1%
8.4392	70	< 0.1%
8.4446	70	< 0.1%
Other values (13114)	159638	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
8.1563	1	< 0.1%
8.1757	1	< 0.1%
8.1787	1	< 0.1%
8.1793	1	< 0.1%
8.185	1	< 0.1%

Value	Count	Frequency (%)
11.0669	1	< 0.1%
11.0663	1	< 0.1%
11.0657	1	< 0.1%
11.0645	1	< 0.1%
11.0642	1	< 0.1%

s16
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

0.03	83152
0.02	77207

Frequency Table

Value	Count	Frequency (%)
0.03	83152	51.9%
0.02	77207	48.1%

s17
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	58
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	360.6988008156698
Minimum	302
Maximum	400
Zeros	0
Zeros (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	302
5-th percentile	307
Q1	332
median	367
Q3	392
95-th percentile	395
Maximum	400
Range	98
Interquartile range (IQR)	60

Descriptive statistics

Standard deviation	31.02143012
Coefficient of variation (CV)	0.08600369629
Kurtosis	-1.362355909
Mean	360.6988008
Median Absolute Deviation (MAD)	27
Skewness	-0.342815659
Sum	57841299
Variance	962.3291266

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
393	14527	9.1%
392	14431	9.0%
394	10281	6.4%
391	8820	5.5%
331	7931	4.9%
330	7103	4.4%
332	6879	4.3%
333	6495	4.1%
395	5973	3.7%
334	5580	3.5%
Other values (48)	72339	45.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
302	3	< 0.1%
303	38	< 0.1%
304	378	0.2%
305	1694	1.1%
306	3868	2.4%

Value	Count	Frequency (%)
400	1	< 0.1%
399	20	< 0.1%
398	209	0.1%
397	1158	0.7%
396	3117	1.9%

s18
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	6
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2273.754039374154
Minimum	1915
Maximum	2388
Zeros	0
Zeros (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	1915
5-th percentile	1915
Q1	2212
median	2319
Q3	2388
95-th percentile	2388
Maximum	2388
Range	473
Interquartile range (IQR)	176

Descriptive statistics

Standard deviation	142.5131144
Coefficient of variation (CV)	0.06267745407
Kurtosis	1.464774864
Mean	2273.754039
Median Absolute Deviation (MAD)	69
Skewness	-1.515307281
Sum	364616924
Variance	20309.98777

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2388	62633	39.1%
2212	28853	18.0%
2319	17320	10.8%
2324	17213	10.7%
2223	17199	10.7%
1915	17141	10.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1915	17141	10.7%
2212	28853	18.0%
2223	17199	10.7%
2319	17320	10.8%
2324	17213	10.7%

Value	Count	Frequency (%)
2388	62633	39.1%
2324	17213	10.7%
2319	17320	10.8%
2223	17199	10.7%
2212	28853	18.0%

s19
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

100	143218
84.93	17141

Common Values
Length

Value	Count	Frequency (%)
100	143218	89.3%
84.93	17141	10.7%

Length

Max length	5
Median length	5
Mean length	5
Min length	5

s20
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	676
Unique (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	25.9427085476961
Minimum	10.16
Maximum	39.89
Zeros	0
Zeros (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	10.16
5-th percentile	10.54
Q1	14.33
median	24.92
Q3	38.82
95-th percentile	39.16
Maximum	39.89
Range	29.73
Interquartile range (IQR)	24.49

Descriptive statistics

Standard deviation	11.69142189
Coefficient of variation (CV)	0.4506631168
Kurtosis	-1.682443318
Mean	25.94270855
Median Absolute Deviation (MAD)	13.78
Skewness	-0.06933399254
Sum	4160146.8
Variance	136.6893459

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
38.92	1187	0.7%
38.86	1176	0.7%
38.89	1163	0.7%
38.95	1157	0.7%
38.88	1146	0.7%
38.91	1146	0.7%
38.87	1144	0.7%
38.9	1139	0.7%
38.83	1135	0.7%
38.96	1132	0.7%
Other values (666)	148834	92.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10.16	1	< 0.1%
10.18	2	< 0.1%
10.19	2	< 0.1%
10.2	1	< 0.1%
10.21	2	< 0.1%

Value	Count	Frequency (%)
39.89	2	< 0.1%
39.85	1	< 0.1%
39.84	2	< 0.1%
39.82	4	< 0.1%
39.81	2	< 0.1%

s21
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	26659
Unique (%)	16.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	15.565700424672139
Minimum	6.0105
Maximum	23.9505
Zeros	0
Zeros (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	6.0105
5-th percentile	6.3217
Q1	8.6013
median	14.9535
Q3	23.2946
95-th percentile	23.4957
Maximum	23.9505
Range	17.94
Interquartile range (IQR)	14.6933

Descriptive statistics

Standard deviation	7.015066959
Coefficient of variation (CV)	0.4506746736
Kurtosis	-1.682372314
Mean	15.56570042
Median Absolute Deviation (MAD)	8.268
Skewness	-0.06936640449
Sum	2496100.154
Variance	49.21116443

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
6.3664	35	< 0.1%
23.3006	34	< 0.1%
23.3222	33	< 0.1%
23.4109	33	< 0.1%
23.3923	32	< 0.1%
23.3154	32	< 0.1%
23.3434	31	< 0.1%
23.272	31	< 0.1%
23.3247	31	< 0.1%
23.3304	31	< 0.1%
Other values (26649)	160036	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
6.0105	1	< 0.1%
6.0804	1	< 0.1%
6.0843	1	< 0.1%
6.0918	1	< 0.1%
6.1008	1	< 0.1%

Value	Count	Frequency (%)
23.9505	1	< 0.1%
23.9159	1	< 0.1%
23.9154	1	< 0.1%
23.9075	1	< 0.1%
23.9022	1	< 0.1%

dataset
Categorical

Distinct count	4
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

FD004	61249
FD002	53759
FD003	24720
FD001	20631

Common Values
Length

Value	Count	Frequency (%)
FD004	61249	38.2%
FD002	53759	33.5%
FD003	24720	15.4%
FD001	20631	12.9%

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

First rows

	unit_number	cycle_time	op_setting_1	op_setting_2	op_setting_3	s1	s2	s3	s4	s5	s6	s7	s8	s9	s10	s11	s12	s13	s14	s15	s16	s17	s18	s19	s20	s21	dataset
0	1	1	-0.0005	0.0004	100.0	518.67	642.36	1583.23	1396.84	14.62	21.61	553.97	2387.96	9062.17	1.3	47.30	522.31	2388.01	8145.32	8.4246	0.03	391	2388	100.0	39.11	23.3537	FD003
1	1	2	0.0008	-0.0003	100.0	518.67	642.50	1584.69	1396.89	14.62	21.61	554.55	2388.00	9061.78	1.3	47.23	522.42	2388.03	8152.85	8.4403	0.03	392	2388	100.0	38.99	23.4491	FD003
2	1	3	-0.0014	-0.0002	100.0	518.67	642.18	1582.35	1405.61	14.62	21.61	554.43	2388.03	9070.23	1.3	47.22	522.03	2388.00	8150.17	8.3901	0.03	391	2388	100.0	38.85	23.3669	FD003
3	1	4	-0.0020	0.0001	100.0	518.67	642.92	1585.61	1392.27	14.62	21.61	555.21	2388.00	9064.57	1.3	47.24	522.49	2388.08	8146.56	8.3878	0.03	392	2388	100.0	38.96	23.2951	FD003
4	1	5	0.0016	0.0000	100.0	518.67	641.68	1588.63	1397.65	14.62	21.61	554.74	2388.04	9076.14	1.3	47.15	522.58	2388.03	8147.80	8.3869	0.03	392	2388	100.0	39.14	23.4583	FD003
5	1	6	0.0011	-0.0005	100.0	518.67	642.24	1584.09	1400.01	14.62	21.61	554.75	2388.00	9074.98	1.3	47.07	522.42	2388.02	8144.92	8.4152	0.03	393	2388	100.0	38.92	23.4281	FD003
6	1	7	-0.0038	0.0002	100.0	518.67	642.58	1585.61	1401.09	14.62	21.61	554.58	2388.04	9074.65	1.3	47.38	522.46	2388.02	8147.05	8.3842	0.03	391	2388	100.0	38.84	23.4087	FD003
7	1	8	-0.0007	-0.0005	100.0	518.67	642.32	1588.32	1397.08	14.62	21.60	554.85	2388.06	9063.54	1.3	47.31	522.10	2387.97	8157.34	8.4190	0.03	391	2388	100.0	39.05	23.4590	FD003
8	1	9	-0.0026	0.0000	100.0	518.67	641.64	1587.81	1406.51	14.62	21.61	554.13	2388.04	9067.20	1.3	47.31	521.83	2388.01	8147.20	8.4091	0.03	392	2388	100.0	38.99	23.4693	FD003
9	1	10	0.0019	-0.0002	100.0	518.67	642.42	1587.39	1402.25	14.62	21.61	554.78	2387.99	9070.04	1.3	47.35	521.96	2387.99	8152.86	8.3987	0.03	391	2388	100.0	38.94	23.4781	FD003

Last rows

	unit_number	cycle_time	op_setting_1	op_setting_2	op_setting_3	s1	s2	s3	s4	s5	s6	s7	s8	s9	s10	s11	s12	s13	s14	s15	s16	s17	s18	s19	s20	s21	dataset
160349	100	191	-0.0005	-0.0000	100.0	518.67	643.69	1610.87	1427.19	14.62	21.61	551.78	2388.26	9068.90	1.3	48.07	519.80	2388.28	8143.56	8.5092	0.03	398	2388	100.0	38.39	23.1218	FD001
160350	100	192	-0.0009	0.0001	100.0	518.67	643.53	1601.23	1419.48	14.62	21.61	551.14	2388.17	9060.45	1.3	48.18	520.59	2388.21	8143.46	8.4892	0.03	397	2388	100.0	38.56	23.0770	FD001
160351	100	193	-0.0001	0.0002	100.0	518.67	643.09	1599.81	1428.93	14.62	21.61	552.04	2388.29	9067.57	1.3	48.19	520.11	2388.19	8142.02	8.5424	0.03	397	2388	100.0	38.47	23.0230	FD001
160352	100	194	-0.0011	0.0003	100.0	518.67	643.72	1597.29	1427.41	14.62	21.61	551.99	2388.23	9068.85	1.3	48.12	519.55	2388.22	8139.67	8.5215	0.03	394	2388	100.0	38.38	23.1324	FD001
160353	100	195	-0.0002	-0.0001	100.0	518.67	643.41	1600.04	1431.90	14.62	21.61	551.42	2388.23	9069.69	1.3	48.22	519.71	2388.28	8142.90	8.5519	0.03	394	2388	100.0	38.14	23.1923	FD001
160354	100	196	-0.0004	-0.0003	100.0	518.67	643.49	1597.98	1428.63	14.62	21.61	551.43	2388.19	9065.52	1.3	48.07	519.49	2388.26	8137.60	8.4956	0.03	397	2388	100.0	38.49	22.9735	FD001
160355	100	197	-0.0016	-0.0005	100.0	518.67	643.54	1604.50	1433.58	14.62	21.61	550.86	2388.23	9065.11	1.3	48.04	519.68	2388.22	8136.50	8.5139	0.03	395	2388	100.0	38.30	23.1594	FD001
160356	100	198	0.0004	0.0000	100.0	518.67	643.42	1602.46	1428.18	14.62	21.61	550.94	2388.24	9065.90	1.3	48.09	520.01	2388.24	8141.05	8.5646	0.03	398	2388	100.0	38.44	22.9333	FD001
160357	100	199	-0.0011	0.0003	100.0	518.67	643.23	1605.26	1426.53	14.62	21.61	550.68	2388.25	9073.72	1.3	48.39	519.67	2388.23	8139.29	8.5389	0.03	395	2388	100.0	38.29	23.0640	FD001
160358	100	200	-0.0032	-0.0005	100.0	518.67	643.85	1600.38	1432.14	14.62	21.61	550.79	2388.26	9061.48	1.3	48.20	519.30	2388.26	8137.33	8.5036	0.03	396	2388	100.0	38.37	23.0522	FD001

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows